{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vocabulary\n",
    "\n",
    "a summary of important vocabulary:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### General\n",
    "\n",
    "- `Token`: a single unit of information (word, character, audio, pixel, etc.)\n",
    "    - *ex. Word level example, \"I need coffee before I write\", would be ['I', 'need', 'coffee', 'before', 'I', 'write']*\n",
    "    - *ex. Punctuation or special chars example \"Coffee is Life!!!\" would be ['Coffee', 'is', 'life', '!', '!', '!']*\n",
    "- `Tokenisation`: breaking down a piece of text into individual tokens\n",
    "- `Linear transformation`: in the context of ML, an operation where you apply a **matrix multiplication to a vector** or set of vectors (such as embeddings)\n",
    "    - called \"linear\" because it preserves the operations for vector addition and scalar multiplication\n",
    "\n",
    "    - *y = W * x*\n",
    "        - where *x* is a vector of size *d* (ex. an embedding of dimension *d*)\n",
    "        - *W* is a weight matrix of size *n * d*\n",
    "        - *y* is the result, a new vector of size *n*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embeddings\n",
    "\n",
    "- `Embedding matrix`: matrix that maps each word in the training data to a vector (e.g. default embeddings)\n",
    "- `Token embeddings`: the embedding vector for a token (ex. word, pixel, audio, etc)\n",
    "-  `Positional Encoders`: is injected to the vector of an input token, to tell the model where that specific token is positioned in a sequence\n",
    "\n",
    "\n",
    "*NOTE: word embeddings & positional embeddings are separate. Word embeddings capture SEMANTIC MEANING, while positional encodings capture the ORDER OF TOKENS*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Softmax (normalization)\n",
    "\n",
    "-  `Logits`: inputs to the softmax function\n",
    "- `Probabilities/Probability distribution`: outputs of the softmax function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 500,
       "width": 500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(filename='assets/9-logits.png', width=500, height=500))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Attention Mechanism\n",
    "\n",
    "\n",
    "- `Single-Head Attention`: computes attention for a **specific part of the input** (one \"head\")\n",
    "- `Multi-Head Attention`: combines **multiple single-head attentions**, allowing the model to capture different aspects of the input simultaneously\n",
    "- `Attention Block`: contains the multi-head attention mechanism along with other layers like feedforward networks and normalization layers\n",
    "    - typically repeated multiple times in a transformer architecture\n",
    "- `Transformer model`: stacks multiple attention blocks together"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hierarchy: \n",
    "\n",
    "1. Transformer Model\n",
    "    - Composed of multiple **Attention Blocks**\n",
    "        - each Attention Block contains:\n",
    "            - a **Multi-Head Attention** layer\n",
    "                - each Multi-Head Attention layer consists of several **Single-Head Attention** mechanisms\n",
    "            - additional layers like Feedforward Networks and Add & Norm layers\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before using embeddings as Query, Key or Value vectors, they undergo a linear transformation\n",
    "<br><br>\n",
    "*Q = W_q x embedding*\n",
    "<br><br>\n",
    "*K = W_k x embedding*\n",
    "<br><br>\n",
    "*V = W_v x embedding*\n",
    "<br><br>\n",
    "where W_q, W_k, W_v are different learned weight matrices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `Query`: represents the \"question\"/\"focus\" that the single-head attention is asking about the current word\n",
    "    - ex. if the current word is *\"cat\"* in the sentence \"The cat sat on the mat\", the Query for \"cat\" might be asking, \"Which other words (Keys) in this sentence should I focus on to understand *cat* better?\"\n",
    "<br><br>\n",
    "- `Key`: serves as a criterion/reference point against which the Query is compared to determine the relevance of each word\n",
    "    - **helps the model understand which other words are related or important to the current word  by evaluating how simialr they are to the Query**\n",
    "    - ex. in the sentence \"the cat sat on the mat\", the Key for *\"sat\"* might contain info that represents the action or verb aspect of the sentence. \n",
    "        - the Query for \"cat\" might compare itself to this Key to determine that \"sat\" is relevant to understanding the action associated with \"cat\"\n",
    "<br><br>\n",
    "- `Attention Score`: tells us how relevant each word is \n",
    "    - i.e. value that represents how much focus (or attention) one word (Query) should give to another word in the sequence (Key)\n",
    "        - computed by comparing the **Query** vector of the current word with the **Key** vectors of all other words (including itself) in the sequence\n",
    "    - score indicates relevance/importance to each word in the current word\n",
    "    <br><br>\n",
    "    - calculated as: the **dot product between the Query and Key vectors**\n",
    "        - **higher dot product: Key is more \"relevant\" to Query**\n",
    "            - thus would receive more attention \n",
    "<br><br>\n",
    "- `Value`: vector that holds the actual info that will be passed along the next layer of the network if a word is deemed relevant based on the attention scores\n",
    "    - after computing the attention scores, these scores are used to weigh the Values\n",
    "        - **the weighted sum of these Values is then used as the output for the current word**\n",
    "    <br>\n",
    "    - continuing with the sentence \"The cat sat on the mat\", if \"sat\" (Key) is deemed important for \"cat\" (Query), **the Value associated with \"sat\" will contribute significantly to the final representation of \"cat\"**\n",
    "        - this helps the model understand that \"cat\" is related to the action of \"sitting\"\n",
    "    - essentially answer: *IF a word is relevant to adjusting the meaning of something, what exactly should be added to the embedding of that something else, in order to reflect this?*\n",
    "\n"
   ]
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    "- `Masking`: when later tokens in the input sequence are purposefully ommitted (masked) from contributing to attention weights of earlier words. Otherwise, they could \"give\" away the answer for what comes next, during the training process when each word of the input is predicted as part of the training"
   ]
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    "\n",
    "- `Context window`: the range/scope of the input sequence that a head can attend to\n",
    "    - the head's dimension determines how much of the embedding it can process (i.e. the span of input data that its considering at any given time)"
   ]
  }
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